{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting tensorflow-gpu==2.2.0\n",
      "  Using cached tensorflow_gpu-2.2.0-cp37-cp37m-manylinux2010_x86_64.whl (516.2 MB)\n",
      "Requirement already satisfied: keras-preprocessing>=1.1.0 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (1.1.2)\n",
      "Requirement already satisfied: protobuf>=3.8.0 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (3.12.2)\n",
      "Collecting tensorflow-estimator<2.3.0,>=2.2.0\n",
      "  Using cached tensorflow_estimator-2.2.0-py2.py3-none-any.whl (454 kB)\n",
      "Collecting tensorboard<2.3.0,>=2.2.0\n",
      "  Using cached tensorboard-2.2.2-py3-none-any.whl (3.0 MB)\n",
      "Requirement already satisfied: six>=1.12.0 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (1.15.0)\n",
      "Requirement already satisfied: astunparse==1.6.3 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (1.6.3)\n",
      "Requirement already satisfied: numpy<2.0,>=1.16.0 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (1.18.5)\n",
      "Requirement already satisfied: opt-einsum>=2.3.2 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (3.3.0)\n",
      "Requirement already satisfied: grpcio>=1.8.6 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (1.30.0)\n",
      "Requirement already satisfied: wrapt>=1.11.1 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (1.12.1)\n",
      "Requirement already satisfied: scipy==1.4.1; python_version >= \"3\" in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (1.4.1)\n",
      "Requirement already satisfied: h5py<2.11.0,>=2.10.0 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (2.10.0)\n",
      "Requirement already satisfied: google-pasta>=0.1.8 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (0.2.0)\n",
      "Requirement already satisfied: wheel>=0.26; python_version >= \"3\" in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (0.34.2)\n",
      "Requirement already satisfied: termcolor>=1.1.0 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (1.1.0)\n",
      "Requirement already satisfied: gast==0.3.3 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (0.3.3)\n",
      "Requirement already satisfied: absl-py>=0.7.0 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (0.9.0)\n",
      "Requirement already satisfied: setuptools in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from protobuf>=3.8.0->tensorflow-gpu==2.2.0) (49.2.0.post20200714)\n",
      "Requirement already satisfied: requests<3,>=2.21.0 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (2.24.0)\n",
      "Requirement already satisfied: markdown>=2.6.8 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (3.2.2)\n",
      "Requirement already satisfied: werkzeug>=0.11.15 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (1.0.1)\n",
      "Requirement already satisfied: tensorboard-plugin-wit>=1.6.0 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (1.7.0)\n",
      "Requirement already satisfied: google-auth-oauthlib<0.5,>=0.4.1 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (0.4.1)\n",
      "Requirement already satisfied: google-auth<2,>=1.6.3 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (1.20.0)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from requests<3,>=2.21.0->tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (2020.6.20)\n",
      "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from requests<3,>=2.21.0->tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (1.25.10)\n",
      "Requirement already satisfied: chardet<4,>=3.0.2 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from requests<3,>=2.21.0->tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (3.0.4)\n",
      "Requirement already satisfied: idna<3,>=2.5 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from requests<3,>=2.21.0->tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (2.10)\n",
      "Requirement already satisfied: importlib-metadata; python_version < \"3.8\" in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from markdown>=2.6.8->tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (1.7.0)\n",
      "Requirement already satisfied: requests-oauthlib>=0.7.0 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from google-auth-oauthlib<0.5,>=0.4.1->tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (1.3.0)\n",
      "Requirement already satisfied: pyasn1-modules>=0.2.1 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from google-auth<2,>=1.6.3->tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (0.2.8)\n",
      "Requirement already satisfied: rsa<5,>=3.1.4; python_version >= \"3.5\" in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from google-auth<2,>=1.6.3->tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (4.6)\n",
      "Requirement already satisfied: cachetools<5.0,>=2.0.0 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from google-auth<2,>=1.6.3->tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (4.1.1)\n",
      "Requirement already satisfied: zipp>=0.5 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from importlib-metadata; python_version < \"3.8\"->markdown>=2.6.8->tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (3.1.0)\n",
      "Requirement already satisfied: oauthlib>=3.0.0 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<0.5,>=0.4.1->tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (3.1.0)\n",
      "Requirement already satisfied: pyasn1<0.5.0,>=0.4.6 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from pyasn1-modules>=0.2.1->google-auth<2,>=1.6.3->tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (0.4.8)\n",
      "\u001b[31mERROR: tensorflowtts 0.0 has requirement tensorflow-gpu==2.3.0, but you'll have tensorflow-gpu 2.2.0 which is incompatible.\u001b[0m\n",
      "Installing collected packages: tensorflow-estimator, tensorboard, tensorflow-gpu\n",
      "  Attempting uninstall: tensorflow-estimator\n",
      "    Found existing installation: tensorflow-estimator 2.3.0\n",
      "    Uninstalling tensorflow-estimator-2.3.0:\n",
      "      Successfully uninstalled tensorflow-estimator-2.3.0\n",
      "  Attempting uninstall: tensorboard\n",
      "    Found existing installation: tensorboard 2.3.0\n",
      "    Uninstalling tensorboard-2.3.0:\n",
      "      Successfully uninstalled tensorboard-2.3.0\n",
      "  Attempting uninstall: tensorflow-gpu\n",
      "    Found existing installation: tensorflow-gpu 2.3.0\n",
      "    Uninstalling tensorflow-gpu-2.3.0:\n",
      "      Successfully uninstalled tensorflow-gpu-2.3.0\n",
      "Successfully installed tensorboard-2.2.2 tensorflow-estimator-2.2.0 tensorflow-gpu-2.2.0\n"
     ]
    }
   ],
   "source": [
    "## tensorflow-gpu==2.3.0 bug to load_weight after call inference\n",
    "!pip install tensorflow-gpu==2.2.0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import yaml\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import tensorflow as tf\n",
    "\n",
    "from tensorflow_tts.inference import AutoConfig\n",
    "from tensorflow_tts.inference import TFAutoModel\n",
    "from tensorflow_tts.inference import AutoProcessor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "processor = AutoProcessor.from_pretrained(\n",
    "    pretrained_path=\"../tensorflow_tts/processor/pretrained/ljspeech_mapper.json\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "input_text = \"i love you so much.\"\n",
    "input_ids = processor.text_to_sequence(input_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "config = AutoConfig.from_pretrained(\"../examples/fastspeech2/conf/fastspeech2.v1.yaml\")\n",
    "fastspeech2 = TFAutoModel.from_pretrained(\n",
    "    config=config, \n",
    "    pretrained_path=None, # \"../examples/fastspeech2/checkpoints/model-150000.h5\",\n",
    "    is_build=False, # don't build model if you want to save it to pb. (TF related bug)\n",
    "    name=\"fastspeech2\"\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Save to Pb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "mel_before, mel_after, duration_outputs, _, _ = fastspeech2.inference(\n",
    "    input_ids=tf.expand_dims(tf.convert_to_tensor(input_ids, dtype=tf.int32), 0),\n",
    "    speaker_ids=tf.convert_to_tensor([0], dtype=tf.int32),\n",
    "    speed_ratios=tf.convert_to_tensor([1.0], dtype=tf.float32),\n",
    "    f0_ratios =tf.convert_to_tensor([1.0], dtype=tf.float32),\n",
    "    energy_ratios =tf.convert_to_tensor([1.0], dtype=tf.float32),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "fastspeech2.load_weights(\"../examples/fastspeech2/checkpoints/fastspeech2.v1-150K.h5\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:Skipping full serialization of Keras layer <tensorflow_tts.models.fastspeech2.TFFastSpeech2 object at 0x7f61192a0ed0>, because it is not built.\n",
      "WARNING:tensorflow:From /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages/tensorflow/python/ops/resource_variable_ops.py:1817: calling BaseResourceVariable.__init__ (from tensorflow.python.ops.resource_variable_ops) with constraint is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "If using Keras pass *_constraint arguments to layers.\n",
      "INFO:tensorflow:Assets written to: ./test_saved/assets\n"
     ]
    }
   ],
   "source": [
    "# save model into pb and do inference. Note that signatures should be a tf.function with input_signatures.\n",
    "tf.saved_model.save(fastspeech2, \"./test_saved\", signatures=fastspeech2.inference)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load and Inference"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "fastspeech2 = tf.saved_model.load(\"./test_saved\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "input_text = \"There’s a way to measure the acute emotional intelligence that has never gone out of style.\"\n",
    "input_ids = processor.text_to_sequence(input_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "mel_before, mel_after, duration_outputs, _, _ = fastspeech2.inference(\n",
    "    input_ids=tf.expand_dims(tf.convert_to_tensor(input_ids, dtype=tf.int32), 0),\n",
    "    speaker_ids=tf.convert_to_tensor([0], dtype=tf.int32),\n",
    "    speed_ratios=tf.convert_to_tensor([1.0], dtype=tf.float32),\n",
    "    f0_ratios =tf.convert_to_tensor([1.0], dtype=tf.float32),\n",
    "    energy_ratios =tf.convert_to_tensor([1.0], dtype=tf.float32)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mel_after = tf.reshape(mel_after, [-1, 80]).numpy()\n",
    "fig = plt.figure(figsize=(10, 8))\n",
    "ax1 = fig.add_subplot(311)\n",
    "ax1.set_title(f'Predicted Mel-after-Spectrogram')\n",
    "im = ax1.imshow(np.rot90(mel_after), aspect='auto', interpolation='none')\n",
    "fig.colorbar(mappable=im, shrink=0.65, orientation='horizontal', ax=ax1)\n",
    "plt.show()\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Let inference other input to check dynamic shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "input_text = \"The Commission further recommends that the Secret Service coordinate its planning as closely as possible with all of the Federal agencies from which it receives information.\"\n",
    "input_ids = processor.text_to_sequence(input_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "mel_before, mel_after, duration_outputs, _, _ = fastspeech2.inference(\n",
    "    input_ids=tf.expand_dims(tf.convert_to_tensor(input_ids, dtype=tf.int32), 0),\n",
    "    speaker_ids=tf.convert_to_tensor([0], dtype=tf.int32),\n",
    "    speed_ratios=tf.convert_to_tensor([1.0], dtype=tf.float32),\n",
    "    f0_ratios =tf.convert_to_tensor([1.0], dtype=tf.float32),\n",
    "    energy_ratios =tf.convert_to_tensor([1.0], dtype=tf.float32)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mel_after = tf.reshape(mel_after, [-1, 80]).numpy()\n",
    "fig = plt.figure(figsize=(10, 8))\n",
    "ax1 = fig.add_subplot(311)\n",
    "ax1.set_title(f'Predicted Mel-after-Spectrogram')\n",
    "im = ax1.imshow(np.rot90(mel_after), aspect='auto', interpolation='none')\n",
    "fig.colorbar(mappable=im, shrink=0.65, orientation='horizontal', ax=ax1)\n",
    "plt.show()\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
